{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  Face++ 图像识别 的API调用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Detect Scene And Object API 检测图片中的场景与物体\n",
    "API文档：https://console.faceplusplus.com.cn/documents/5671708\n",
    "\n",
    "- 远程图像（url）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "# 导入显示图片所需要的模块\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "api_secret = \"xQjc3VlWZ-TxoLtfZZyWu02ujJXYGBlN\"\n",
    "api_key = \"V7r1x1N4DvLxs3WXhJv68zvJ-tm8tG_6\"\n",
    "\n",
    "endpoint = \"https://api-cn.faceplusplus.com/imagepp/\"\n",
    "analyze_url = endpoint+ \"beta/detectsceneandobject\" # 分开写比较方便改版本\n",
    "\n",
    "img_url = 'https://ss0.bdstatic.com/70cFvHSh_Q1YnxGkpoWK1HF6hhy/it/u=1033251842,4042522736&fm=26&gp=0.jpg'\n",
    "\n",
    "headers = {\n",
    "    'Content-Type': 'multipart/form-data', #请求体格式\n",
    "}\n",
    "\n",
    "payload = {\n",
    "    \"image_url\":img_url,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "}\n",
    "\n",
    "r = requests.post(analyze_url, params=payload, headers=headers)\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"time_used\": 4829, \"scenes\": [{\"confidence\": 44.447, \"value\": \"Park\"}], \"image_id\": \"iBF6RSsdZYd4W9yttawpcA==\", \"objects\": [{\"confidence\": 43.557, \"value\": \"Bridge\"}, {\"confidence\": 28.54, \"value\": \"Tower\"}], \"request_id\": \"1586410004,e18bfb84-67dd-4149-81af-3fb7e648101e\"}\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "results = r.json() #requests模块巧妙的方法-变成字典\n",
    "results\n",
    "\n",
    "analysis = r.json()\n",
    "print(json.dumps(r.json())) \n",
    "image_caption = analysis[\"objects\"][1][\"value\"].capitalize() # 在分析的结果里取出显示图片下方所需要的文字说明\n",
    "\n",
    "image = Image.open(BytesIO(requests.get(img_url).content))\n",
    "plt.imshow(image) # 显示图片\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- 本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "400"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "\n",
    "# 导入显示图片所需要的模块\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "api_secret = \"xQjc3VlWZ-TxoLtfZZyWu02ujJXYGBlN\"\n",
    "api_key = \"V7r1x1N4DvLxs3WXhJv68zvJ-tm8tG_6\"\n",
    "\n",
    "endpoint = \"https://api-cn.faceplusplus.com/imagepp/\"\n",
    "analyze_url = endpoint+ \"beta/detectsceneandobject\" # 分开写比较方便改版本\n",
    "\n",
    "image_file = 'nanfang.png'\n",
    "image_data = open(image_file, \"rb\").read() #\"rb\" 读写二进制文件\n",
    "\n",
    "headers = {\n",
    "    'Content-Type': 'multipart/form-data',\n",
    "}\n",
    "\n",
    "payload = {\n",
    "    'image_file': image_file,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "}\n",
    "\n",
    "r = requests.post(analyze_url, params=payload, headers=headers, data=image_data)\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'time_used': 34,\n",
       " 'error_message': 'MISSING_ARGUMENTS: image_url, image_file, image_base64',\n",
       " 'request_id': '1586412497,41052ccc-19a4-471a-9349-874e50c9e08a'}"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = r.json() #requests模块巧妙的方法-变成字典\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "出现400状态代码有很多原因，如：\n",
    "1. BAD_ARGUMENTS:<key>   某个参数解析出错（比如必须是数字，但是输入的是非数字字符串; 或者长度过长，etc.）\n",
    "2. COEXISTENCE_ARGUMENTS  同时传入了要求是二选一或多选一的参数。如有特殊说明则不返回此错误。\n",
    "3. IMAGE_ERROR_UNSUPPORTED_FORMAT:<param>  参数<param>对应的图像无法正确解析，有可能不是一个图像文件、或有数据破损。\n",
    "4. INVALID_IMAGE_SIZE:<param>  客户上传的图像像素尺寸太大或太小，图片要求请参照本API描述。<param>对应图像太大的那个参数的名称\n",
    "5. IMAGE_FILE_TOO_LARGE  客户上传的图像文件太大。本 API 要求图片文件大小不超过 2 MB\n",
    "6. INVALID_IMAGE_URL  图片URL无效\n",
    "7. MISSING_ARGUMENTS: <key>  缺少某个必选参数。【在这里是这个原因，可以根据results运行结果来看】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "400"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#↓↓↓↓↓疑惑点未解决\n",
    "\n",
    "import requests\n",
    "\n",
    "# 导入显示图片所需要的模块\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "api_secret = \"xQjc3VlWZ-TxoLtfZZyWu02ujJXYGBlN\"\n",
    "api_key = \"V7r1x1N4DvLxs3WXhJv68zvJ-tm8tG_6\"\n",
    "\n",
    "endpoint = \"https://api-cn.faceplusplus.com/imagepp/\"\n",
    "analyze_url = endpoint+ \"beta/detectsceneandobject\" # 分开写比较方便改版本\n",
    "\n",
    "image_file = 'nanfang.png'\n",
    "image_data = open(image_file, \"rb\").read() #\"rb\" 读写二进制文件\n",
    "\n",
    "headers = {\n",
    "    'Content-Type': 'multipart/form-data',\n",
    "}\n",
    "\n",
    "payload = {\n",
    "    'image_file': image_file,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "}\n",
    "\n",
    "r = requests.post(analyze_url, params=payload, headers=headers, data=image_data)\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"time_used\": 50, \"error_message\": \"MISSING_ARGUMENTS: image_url, image_file, image_base64\", \"request_id\": \"1586411309,fb34aad7-ae97-4d9c-bacf-5dec421b09c5\"}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'objects'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-26-816c56943f1a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[0manalysis\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m \u001b[0mimage_caption\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0manalysis\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"objects\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"value\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcapitalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# 在分析的结果里取出显示图片下方所需要的文字说明\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m \u001b[0mimage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBytesIO\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontent\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# 显示图片\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'objects'"
     ]
    }
   ],
   "source": [
    "results = r.json() #requests模块巧妙的方法-变成字典\n",
    "results\n",
    "\n",
    "analysis = r.json()\n",
    "print(json.dumps(r.json())) \n",
    "image_caption = analysis[\"objects\"][1][\"value\"].capitalize() # 在分析的结果里取出显示图片下方所需要的文字说明\n",
    "\n",
    "image = Image.open(BytesIO(requests.get(image_data).content))\n",
    "plt.imshow(image) # 显示图片\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Recognize Text API 识别图片中的文字内容，支持中英文与数字\n",
    "API文档：https://console.faceplusplus.com.cn/documents/7776484"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "api_secret = \"xQjc3VlWZ-TxoLtfZZyWu02ujJXYGBlN\"\n",
    "api_key = \"V7r1x1N4DvLxs3WXhJv68zvJ-tm8tG_6\"\n",
    "\n",
    "BASE_URL = 'https://api-cn.faceplusplus.com/imagepp/v1/recognizetext'\n",
    "img_url = 'https://tse4-mm.cn.bing.net/th/id/OIP.wH9dYXylk38I-NaWpyzNJQHaFj?w=268&h=200&c=7&o=5&dpr=1.5&pid=1.7'\n",
    "\n",
    "headers = {\n",
    "    'Content-Type': 'multipart/form-data',\n",
    "}\n",
    "\n",
    "payload = {\n",
    "    \"image_url\":img_url,\n",
    "    'api_key': api_key,\n",
    "    'api_secret': api_secret,\n",
    "}\n",
    "\n",
    "r = requests.post(BASE_URL, params=payload, headers=headers)\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'image_id': 'fwrsiXTARHJ7x0jb0fT5Kg==',\n",
       " 'result': [{'child-objects': [{'child-objects': [],\n",
       "     'position': [{'y': 142, 'x': 204},\n",
       "      {'y': 143, 'x': 214},\n",
       "      {'y': 152, 'x': 213},\n",
       "      {'y': 152, 'x': 203}],\n",
       "     'type': 'character',\n",
       "     'value': 'e'}],\n",
       "   'position': [],\n",
       "   'type': 'textline',\n",
       "   'value': 'e'},\n",
       "  {'child-objects': [{'child-objects': [],\n",
       "     'position': [{'y': 144, 'x': 227},\n",
       "      {'y': 150, 'x': 243},\n",
       "      {'y': 166, 'x': 238},\n",
       "      {'y': 161, 'x': 222}],\n",
       "     'type': 'character',\n",
       "     'value': '9'}],\n",
       "   'position': [],\n",
       "   'type': 'textline',\n",
       "   'value': '9'},\n",
       "  {'child-objects': [{'child-objects': [],\n",
       "     'position': [{'y': 91, 'x': 280},\n",
       "      {'y': 94, 'x': 293},\n",
       "      {'y': 108, 'x': 290},\n",
       "      {'y': 105, 'x': 276}],\n",
       "     'type': 'character',\n",
       "     'value': '-'}],\n",
       "   'position': [],\n",
       "   'type': 'textline',\n",
       "   'value': '-'},\n",
       "  {'child-objects': [{'child-objects': [],\n",
       "     'position': [{'y': 137, 'x': 154},\n",
       "      {'y': 131, 'x': 181},\n",
       "      {'y': 160, 'x': 186},\n",
       "      {'y': 166, 'x': 159}],\n",
       "     'type': 'character',\n",
       "     'value': '-'},\n",
       "    {'child-objects': [],\n",
       "     'position': [{'y': 134, 'x': 175},\n",
       "      {'y': 134, 'x': 200},\n",
       "      {'y': 158, 'x': 200},\n",
       "      {'y': 158, 'x': 175}],\n",
       "     'type': 'character',\n",
       "     'value': '日'}],\n",
       "   'position': [],\n",
       "   'type': 'textline',\n",
       "   'value': '-日'},\n",
       "  {'child-objects': [{'child-objects': [],\n",
       "     'position': [{'y': 78, 'x': 248},\n",
       "      {'y': 92, 'x': 283},\n",
       "      {'y': 126, 'x': 271},\n",
       "      {'y': 113, 'x': 235}],\n",
       "     'type': 'character',\n",
       "     'value': '棒'}],\n",
       "   'position': [],\n",
       "   'type': 'textline',\n",
       "   'value': '棒'}],\n",
       " 'request_id': '1586428458,da50bdce-e3f7-4a44-a842-1cd65bcc711d',\n",
       " 'time_used': 1616}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = r.json() \n",
    "results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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